Four hub PANRGs (MCL1, TNFRSF1A, STAT3, Hsp90aa1) were identified, enriched in MAPK and PI3K-AKT signaling pathways and negatively associated with oxidative phosphorylation, suggesting their involvement in stroke pathogenesis. Here, AKT1 is linked to Stroke.